He hadn't slept well in days. The house felt like a prison. Michael tapped his fingers against the worn wooden table, a nervous habit he couldn't control. He was supposed to be sorting through his father’s things, a task he felt dread and wanted to be over with, instantly. He found a small, spiral notebook tucked away in a toolbox.

The first item: "Go skydiving." He felt a sudden, sharp jolt of irritation. He wanted to be out, to be moving, to be far from this place. He felt the urge to jump.

He read the next line: "Learn to play chess." Michael threw the book across the room. He felt the familiar surge of frustration. He needed to *move*, to break the monotony. This was not the quick fix he'd been hoping for.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion impatient. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 impatient stories, after denoising with neutral dialogue baselines, produces the impatient emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the impatient vector is projected through the unembedding matrix.

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264